Deep Learning Model for 24-Hour ETH Price Prediction

7 ngày trước

Hi everyone,

I’ve developed a deep learning AI model designed to predict ETH’s price movement over the next 24 hours on the 15-minute timeframe.

It’s important to note that this model does not directly provide exact entry points for trades. Instead, it indicates the likely direction of the market, meaning you’ll still need basic trading knowledge to apply it effectively.

After testing it over the course of one month, I achieved a success rate of around 90% in my trades when using the model as part of my strategy.

The model was trained using the following features:

Time-related: Hour, DayOfWeek
Price & volume lags: Close_lag_1, Close_lag_2, Close_lag_4, Close_lag_8, Close_lag_12, Volume_lag_1, Volume_lag_2, Volume_lag_4, Volume_lag_8, Volume_lag_12
Moving averages & statistics: MA_4, Std_4, Dist_MA_4, MA_16, Std_16, Dist_MA_16, MA_48, Std_48, Dist_MA_48, MA_96, Std_96, Dist_MA_96
Technical indicators: Return_log, MACD, RSI

Hourly Forecast for the Next 24 Hours

2025-09-18 12:00:00+00:00 4570.725599
2025-09-18 13:00:00+00:00 4558.693652
2025-09-18 14:00:00+00:00 4546.442637
2025-09-18 15:00:00+00:00 4534.256704
2025-09-18 16:00:00+00:00 4522.277544
2025-09-18 17:00:00+00:00 4510.699341
2025-09-18 18:00:00+00:00 4499.536408
2025-09-18 19:00:00+00:00 4488.703938
2025-09-18 20:00:00+00:00 4478.101359
2025-09-18 21:00:00+00:00 4467.636393
2025-09-18 22:00:00+00:00 4457.235836
2025-09-18 23:00:00+00:00 4446.846200
2025-09-19 00:00:00+00:00 4436.441950
2025-09-19 01:00:00+00:00 4427.617370
2025-09-19 02:00:00+00:00 4420.516500
2025-09-19 03:00:00+00:00 4413.416921
2025-09-19 04:00:00+00:00 4405.776459
2025-09-19 05:00:00+00:00 4397.661417
2025-09-19 06:00:00+00:00 4389.237012
2025-09-19 07:00:00+00:00 4380.625582
2025-09-19 08:00:00+00:00 4371.890136
2025-09-19 09:00:00+00:00 4363.069585
2025-09-19 10:00:00+00:00 4354.201563
2025-09-19 11:00:00+00:00 4345.320931

7 ngày trước

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6 ngày trước

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I manually closed the position after holding it for more than 24 hours, securing a profit of around 3%.